Research graph
References from Explainable machine learning model for identifying key gut microbes and metabolites biomarkers associated with myasthenia gravis. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1016/s1474-4422(15)00145-3
10.1016/s1474-4422(15)00145-3 · External reference
10.1056/nejmra1602678
10.1056/nejmra1602678 · External reference
10.1016/s1474-4422(21)00297-0
10.1016/s1474-4422(21)00297-0 · External reference
10.1038/ncomms12015
10.1038/ncomms12015 · External reference
10.1128/msystems.00188-17
10.1128/msystems.00188-17 · External reference
10.1371/journal.pone.0188475
10.1371/journal.pone.0188475 · External reference
10.1002/advs.201901441
10.1002/advs.201901441 · External reference
10.3390/nu14081647
10.3390/nu14081647 · External reference
10.3389/fimmu.2021.803101
10.3389/fimmu.2021.803101 · External reference
10.1111/nyas.13567
10.1111/nyas.13567 · External reference
10.3389/fmicb.2020.564579
10.3389/fmicb.2020.564579 · External reference
10.3389/fmicb.2018.02627
10.3389/fmicb.2018.02627 · External reference
10.1515/metgen-2016-0001
10.1515/metgen-2016-0001 · External reference
10.1093/bioinformatics/btv683
10.1093/bioinformatics/btv683 · External reference
10.1038/ismej.2011.82
10.1038/ismej.2011.82 · External reference
10.1038/s41591-019-0405-7
10.1038/s41591-019-0405-7 · External reference
10.1038/s41591-019-0458-7
10.1038/s41591-019-0458-7 · External reference
Definitions, methods, and applications in interpretable machine learning
10.1073/pnas.1900654116 · 2019 · External reference
10.1186/s12934-022-01973-4
10.1186/s12934-022-01973-4 · External reference
10.1007/s43440-023-00489-x
10.1007/s43440-023-00489-x · External reference
10.1136/gutjnl-2023-330168
10.1136/gutjnl-2023-330168 · External reference
10.3389/fmicb.2023.1227300
10.3389/fmicb.2023.1227300 · External reference
10.3389/fpls.2018.01556
10.3389/fpls.2018.01556 · External reference
10.1093/nar/gkx449
10.1093/nar/gkx449 · External reference
Cutadapt removes adapter sequences from highthroughput sequencing reads
10.14806/ej.17.1.200 · 2011 · External reference
10.1038/nmeth.3869
10.1038/nmeth.3869 · External reference
10.1186/s40168-018-0470-z
10.1186/s40168-018-0470-z · External reference
MAFFT multiple sequence alignment software version 7: improvements in performance and usability
10.1093/molbev/mst010 · 2013 · External reference
Unresolved reference
External reference
10.3233/978-1-61499-649-1-87
10.3233/978-1-61499-649-1-87 · External reference
Scikit-learn: machine learning in python
2011 · External reference
A unified approach to interpreting model predictions
2017 · External reference
10.1016/j.gendis.2017.06.001
10.1016/j.gendis.2017.06.001 · External reference
10.3389/fmicb.2021.634511
10.3389/fmicb.2021.634511 · External reference
10.1038/s43705-022-00182-9
10.1038/s43705-022-00182-9 · External reference
10.3389/fmicb.2022.964921
10.3389/fmicb.2022.964921 · External reference
10.3389/fgene.2019.00579
10.3389/fgene.2019.00579 · External reference
Unresolved reference
External reference
Interpretable machine learning: fundamental principles and 10 grand challenges
10.1214/21-ss133 · 2022 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Application of SHAP for explainable machine learning on age-based subgrouping mammography questionnaire data for positive mammography prediction and risk factor identification
10.3390/healthcare11142000 · 2023 · External reference
10.1016/j.cpcardiol.2022.101480
10.1016/j.cpcardiol.2022.101480 · External reference
10.1038/s41598-018-32700-y
10.1038/s41598-018-32700-y · External reference
10.1161/hypertensionaha.120.15885
10.1161/hypertensionaha.120.15885 · External reference
10.1126/science.1198469
10.1126/science.1198469 · External reference
10.1007/s00281-014-0455-3
10.1007/s00281-014-0455-3 · External reference
10.1016/j.cellsig.2016.02.010
10.1016/j.cellsig.2016.02.010 · External reference
10.1126/science.abc3421
10.1126/science.abc3421 · External reference
10.1371/journal.pone.0125371
10.1371/journal.pone.0125371 · External reference
10.3390/antiox7030036
10.3390/antiox7030036 · External reference
